Generated: 2025-10-16 19:40:10 UTC
| column | dtype |
|---|---|
| Player | object |
| Nation | object |
| Pos | object |
| Age | int64 |
| MP | int64 |
| Starts | int64 |
| Min | object |
| 90s | float64 |
| Gls | float64 |
| Ast | float64 |
| G+A | float64 |
| G-PK | float64 |
| PK | float64 |
| PKatt | float64 |
| CrdY | float64 |
| CrdR | float64 |
| xG | float64 |
| npxG | float64 |
| xAG | float64 |
| pn.npxG+xAG | float64 |
| pn.PrgC | float64 |
| pn.PrgP | float64 |
| pn.PrgR | float64 |
| pn.Gls | float64 |
| pn.Ast | float64 |
| pn.G+A | float64 |
| pn.G-PK | float64 |
| pn.G+A-PK | float64 |
| pn.xG | float64 |
| pn.xAG | float64 |
| pn.xG+xAG | float64 |
| pn.npxG | float64 |
| pn.npxG+xAG.1 | float64 |
| Gls.1 | float64 |
| Sh | float64 |
| SoT | float64 |
| SoT% | float64 |
| Sh/90 | float64 |
| SoT/90 | float64 |
| G/Sh | float64 |
| missing_count | missing_percent | |
|---|---|---|
| Mn/Start | 50 | 22.321429 |
| G/SoT | 47 | 20.982143 |
| Tkl% chl | 42 | 18.750000 |
| Won% | 40 | 17.857143 |
| G/Sh | 39 | 17.410714 |
| npxG/Sh | 39 | 17.410714 |
| SoT% | 39 | 17.410714 |
| Dist | 39 | 17.410714 |
| LP.Cmp% | 38 | 16.964286 |
| TO Succ% | 33 | 14.732143 |
| TO Tkld% | 33 | 14.732143 |
| Mn/Sub | 30 | 13.392857 |
| MP.Cmp% | 30 | 13.392857 |
| SP.Cmp% | 24 | 10.714286 |
| Cmp% | 24 | 10.714286 |
| Clr | 22 | 9.821429 |
| Int | 22 | 9.821429 |
| Tkl+Int | 22 | 9.821429 |
| SCA.P.Live | 22 | 9.821429 |
| Def Pen tch | 22 | 9.821429 |
| Err sht | 22 | 9.821429 |
| Touches | 22 | 9.821429 |
| Sh blk | 22 | 9.821429 |
| Def 3rd tch | 22 | 9.821429 |
| Mid 3rd tch | 22 | 9.821429 |
| Att 3rd tch | 22 | 9.821429 |
| Pass blk | 22 | 9.821429 |
| Lost chl | 22 | 9.821429 |
| Blocks.1 | 22 | 9.821429 |
| Live tch | 22 | 9.821429 |
| SCA_TO | 22 | 9.821429 |
| SCA_sh | 22 | 9.821429 |
| SCA_fld | 22 | 9.821429 |
| SCA_def | 22 | 9.821429 |
| GCA | 22 | 9.821429 |
| GCA90 | 22 | 9.821429 |
| GCA.P.Live | 22 | 9.821429 |
| GCA.P.Dead | 22 | 9.821429 |
| GCA_TO | 22 | 9.821429 |
| GCA_sh | 22 | 9.821429 |
| GCA_fld | 22 | 9.821429 |
| GCA_def | 22 | 9.821429 |
| Tkl | 22 | 9.821429 |
| TklW | 22 | 9.821429 |
| TklDef 3rd | 22 | 9.821429 |
| TklMid 3rd | 22 | 9.821429 |
| TklAtt 3rd | 22 | 9.821429 |
| Tkl chl | 22 | 9.821429 |
| Att chl | 22 | 9.821429 |
| Att Pen tch | 22 | 9.821429 |
| count | mean | std | min | 25% | 50% | 75% | max | skew | kurtosis | |
|---|---|---|---|---|---|---|---|---|---|---|
| TotDist | 202.0 | 4356.490099 | 4588.941913 | 0.0 | 1111.25 | 2895.50 | 5943.250 | 25425.0 | 1.6163 | 2.8203 |
| TotDist Car | 202.0 | 2027.777228 | 1954.701292 | 0.0 | 484.75 | 1411.00 | 3114.500 | 8506.0 | 1.1069 | 0.4659 |
| PrgDist | 202.0 | 1109.277228 | 1310.033482 | 0.0 | 234.75 | 600.00 | 1607.250 | 8933.0 | 2.2324 | 7.3058 |
| PrgDist Car | 202.0 | 958.465347 | 966.120514 | 0.0 | 221.75 | 650.50 | 1462.750 | 4563.0 | 1.2339 | 0.9552 |
| Touches | 202.0 | 556.985149 | 497.142676 | 0.0 | 152.25 | 416.00 | 882.750 | 2408.0 | 1.0140 | 0.3964 |
| Live tch | 202.0 | 556.594059 | 496.758952 | 0.0 | 152.25 | 416.00 | 882.750 | 2406.0 | 1.0143 | 0.3977 |
| Att.1 | 202.0 | 401.465347 | 382.798040 | 0.0 | 106.25 | 274.50 | 566.000 | 2030.0 | 1.2763 | 1.4137 |
| Att | 202.0 | 401.465347 | 382.798040 | 0.0 | 106.25 | 274.50 | 566.000 | 2030.0 | 1.2763 | 1.4137 |
| P.Rec | 202.0 | 393.500000 | 352.740984 | 0.0 | 110.50 | 287.00 | 595.000 | 1689.0 | 1.0096 | 0.3759 |
| Live.P | 202.0 | 374.044554 | 351.818676 | 0.0 | 102.00 | 260.50 | 552.500 | 1838.0 | 1.2435 | 1.3121 |
| Carries | 202.0 | 335.123762 | 306.579800 | 0.0 | 87.00 | 232.50 | 496.000 | 1385.0 | 1.0252 | 0.2769 |
| TP.Cmp | 202.0 | 295.732673 | 291.708585 | 0.0 | 75.00 | 194.00 | 418.250 | 1498.0 | 1.3616 | 1.6146 |
| P.Cmp | 202.0 | 295.732673 | 291.708585 | 0.0 | 75.00 | 194.00 | 418.250 | 1498.0 | 1.3616 | 1.6146 |
| Att 3rd tch | 202.0 | 269.925743 | 250.600869 | 0.0 | 69.75 | 197.50 | 391.750 | 1270.0 | 1.1998 | 1.1922 |
| Mid 3rd tch | 202.0 | 224.960396 | 204.900992 | 0.0 | 62.25 | 171.00 | 360.750 | 966.0 | 1.1791 | 1.0220 |
| SP.Att | 202.0 | 206.054455 | 188.403140 | 0.0 | 59.00 | 145.50 | 300.750 | 897.0 | 1.1043 | 0.6186 |
| SP.Cmp | 202.0 | 172.014851 | 163.500345 | 0.0 | 47.00 | 118.50 | 256.750 | 767.0 | 1.2147 | 0.9204 |
| MP.Att | 202.0 | 116.232673 | 120.171438 | 0.0 | 27.25 | 74.50 | 166.250 | 633.0 | 1.5251 | 2.3508 |
| MP.Cmp | 202.0 | 88.816832 | 96.471072 | 0.0 | 21.25 | 55.50 | 123.750 | 495.0 | 1.6562 | 2.7595 |
| pn.PrgR | 202.0 | 86.727723 | 83.917160 | 0.0 | 21.00 | 62.50 | 128.750 | 520.0 | 1.6314 | 3.9950 |
| Prg P.R | 202.0 | 86.727723 | 83.917160 | 0.0 | 21.00 | 62.50 | 128.750 | 520.0 | 1.6314 | 3.9950 |
| Def 3rd tch | 202.0 | 70.702970 | 73.273976 | 0.0 | 22.00 | 45.00 | 102.000 | 386.0 | 1.7491 | 3.4265 |
| LP.Att | 202.0 | 38.980198 | 53.970967 | 0.0 | 6.00 | 18.00 | 49.750 | 331.0 | 2.4611 | 7.0027 |
| Att Pen tch | 202.0 | 55.267327 | 53.209787 | 0.0 | 13.25 | 43.50 | 82.500 | 301.0 | 1.4553 | 2.6047 |
| Recov | 202.0 | 53.792079 | 50.272554 | 0.0 | 16.25 | 38.00 | 81.750 | 259.0 | 1.2578 | 1.3746 |
| PrgP | 202.0 | 39.470297 | 43.161868 | 0.0 | 8.25 | 24.00 | 57.750 | 263.0 | 1.7694 | 4.0194 |
| pn.PrgP | 202.0 | 39.470297 | 43.161868 | 0.0 | 8.25 | 24.00 | 57.750 | 263.0 | 1.7694 | 4.0194 |
| Crs.1 | 202.0 | 27.272277 | 41.455486 | 0.0 | 3.00 | 10.50 | 34.000 | 242.0 | 2.5607 | 7.1549 |
| Crs | 202.0 | 27.272277 | 41.455486 | 0.0 | 3.00 | 10.50 | 34.000 | 242.0 | 2.5607 | 7.1549 |
| TO Att | 202.0 | 40.940594 | 39.495531 | 0.0 | 8.00 | 29.50 | 64.000 | 164.0 | 1.0129 | 0.1091 |
| SCA | 202.0 | 39.202970 | 38.967692 | 0.0 | 8.00 | 26.00 | 57.000 | 219.0 | 1.3812 | 2.0451 |
| Dead.P | 202.0 | 25.534653 | 38.919886 | 0.0 | 2.00 | 10.00 | 29.750 | 229.0 | 2.6031 | 7.3276 |
| PrgC | 202.0 | 33.183168 | 34.489037 | 0.0 | 6.25 | 20.00 | 48.750 | 179.0 | 1.3383 | 1.5463 |
| pn.PrgC | 202.0 | 33.183168 | 34.489037 | 0.0 | 6.25 | 20.00 | 48.750 | 179.0 | 1.3383 | 1.5463 |
| Min% | 202.0 | 33.949505 | 28.006833 | 0.0 | 9.25 | 28.20 | 54.125 | 99.6 | 0.6320 | -0.7297 |
| Miscntrl | 202.0 | 31.336634 | 27.415824 | 0.0 | 10.00 | 25.00 | 46.000 | 134.0 | 0.9936 | 0.5004 |
| LP.Cmp | 202.0 | 20.000000 | 27.120333 | 0.0 | 3.00 | 9.00 | 25.000 | 181.0 | 2.5163 | 8.1604 |
| SCA.P.Live | 202.0 | 26.752475 | 26.585039 | 0.0 | 5.00 | 18.00 | 39.750 | 164.0 | 1.4770 | 3.0676 |
| Sh | 202.0 | 28.148515 | 26.513635 | 0.0 | 7.00 | 22.50 | 41.000 | 124.0 | 1.2521 | 1.3775 |
| Lost | 202.0 | 23.440594 | 24.966623 | 0.0 | 5.00 | 14.00 | 31.750 | 117.0 | 1.5835 | 2.2979 |
| P.F.1/3 | 202.0 | 21.089109 | 24.924802 | 0.0 | 4.00 | 12.00 | 29.000 | 148.0 | 2.2722 | 6.5366 |
| Min/MP | 202.0 | 46.772277 | 23.679191 | 1.0 | 27.50 | 47.00 | 65.750 | 90.0 | -0.0490 | -0.9395 |
| Tkl+Int | 202.0 | 22.757426 | 23.470010 | 0.0 | 5.00 | 16.00 | 31.500 | 118.0 | 1.6356 | 2.5488 |
| CK | 202.0 | 9.158416 | 21.210029 | 0.0 | 0.00 | 0.00 | 4.000 | 127.0 | 3.0734 | 9.6816 |
| F.1/3 Car | 202.0 | 21.099010 | 21.119892 | 0.0 | 5.00 | 13.00 | 33.000 | 93.0 | 1.1590 | 0.6272 |
| LP.Cmp% | 186.0 | 53.732796 | 20.464489 | 0.0 | 41.00 | 50.65 | 63.975 | 100.0 | 0.0195 | 0.8110 |
| Dispos | 202.0 | 21.064356 | 19.121263 | 0.0 | 5.00 | 16.50 | 30.000 | 83.0 | 1.1193 | 0.8677 |
| Won | 202.0 | 14.400990 | 18.658561 | 0.0 | 2.00 | 8.00 | 18.750 | 109.0 | 2.2462 | 6.0055 |
| KP | 202.0 | 17.138614 | 18.644637 | 0.0 | 4.00 | 11.00 | 24.000 | 119.0 | 1.8502 | 4.6302 |
| Tkl% chl | 182.0 | 36.358242 | 18.521653 | 0.0 | 25.30 | 35.70 | 47.700 | 100.0 | 0.4838 | 1.8784 |
| Fld | 202.0 | 18.014851 | 18.253733 | 0.0 | 4.25 | 13.50 | 25.000 | 90.0 | 1.5722 | 2.4619 |
| TO Tkld | 202.0 | 18.252475 | 17.835361 | 0.0 | 3.25 | 13.00 | 28.750 | 73.0 | 1.0713 | 0.3159 |
| onG | 202.0 | 18.400990 | 17.750695 | 0.0 | 5.00 | 12.50 | 29.000 | 84.0 | 1.2679 | 1.3987 |
| TO Succ | 202.0 | 17.405941 | 17.296178 | 0.0 | 3.00 | 12.00 | 27.000 | 71.0 | 1.0646 | 0.2125 |
| TO Tkld% | 191.0 | 44.776963 | 17.175518 | 0.0 | 38.15 | 45.50 | 51.850 | 100.0 | -0.0474 | 2.4958 |
| Att chl | 202.0 | 17.509901 | 17.063312 | 0.0 | 4.00 | 12.00 | 26.750 | 74.0 | 1.2647 | 1.1794 |
| Tkl | 202.0 | 16.856436 | 16.778456 | 0.0 | 4.00 | 12.50 | 24.750 | 70.0 | 1.4683 | 1.8520 |
| CPA | 202.0 | 13.905941 | 16.650820 | 0.0 | 2.00 | 8.50 | 19.750 | 87.0 | 1.9937 | 4.7272 |
| TO Succ% | 191.0 | 42.448168 | 16.390478 | 0.0 | 34.35 | 41.40 | 50.000 | 100.0 | 0.5257 | 3.4587 |
| onxG | 202.0 | 18.449010 | 16.308626 | 0.0 | 5.15 | 13.60 | 29.650 | 69.6 | 0.9635 | 0.2934 |
| column | outlier_count | outlier_percent |
|---|---|---|
| OutCK | 48 | 23.762 |
| FK | 47 | 23.267 |
| PKwon | 41 | 20.297 |
| CK | 39 | 19.307 |
| InCK | 36 | 17.822 |
| FK.1 | 35 | 17.327 |
| PKatt.1 | 32 | 15.842 |
| PKatt | 32 | 15.842 |
| PK.1 | 28 | 13.861 |
| PK | 28 | 13.861 |
| SCA.P.Dead | 27 | 13.366 |
| GCA.P.Dead | 26 | 12.871 |
| xGS-xGA | 24 | 11.881 |
| G-xG | 22 | 10.891 |
| StrCK | 22 | 10.891 |
| A-xAG | 22 | 10.891 |
| np:G-xG | 20 | 9.901 |
| Compl MP | 20 | 8.929 |
| LP.Cmp | 20 | 9.901 |
| Sw | 20 | 9.901 |
| GS-GA | 20 | 9.901 |
| LP.Att | 19 | 9.406 |
| TO Tkld% | 19 | 9.948 |
| Crs.1 | 19 | 9.406 |
| Crs | 19 | 9.406 |
| ThrI | 17 | 8.416 |
| Won | 17 | 8.416 |
| TklDef 3rd | 17 | 8.416 |
| Dead.P | 17 | 8.416 |
| CrsPA | 17 | 8.416 |
| LP.Cmp% | 16 | 8.602 |
| Clr | 15 | 7.426 |
| G On-Off | 15 | 7.426 |
| xG On-Off | 15 | 7.426 |
| MP.Cmp | 15 | 7.426 |
| Int.1 | 15 | 7.426 |
| Int | 15 | 7.426 |
| Err sht | 15 | 7.426 |
| Tkl+Int | 14 | 6.931 |
| GCA_def | 14 | 6.931 |
| Def Pen tch | 14 | 6.931 |
| Lost | 13 | 6.436 |
| P.F.1/3 | 13 | 6.436 |
| SoT% | 13 | 7.027 |
| TO Succ% | 13 | 6.806 |
| PrgDist | 12 | 5.941 |
| TotDist | 12 | 5.941 |
| Gls | 12 | 5.941 |
| xAG.1 | 12 | 5.941 |
| Gls.1 | 12 | 5.941 |
| xAG | 12 | 5.941 |
| KP | 11 | 5.446 |
| TklW.1 | 11 | 5.446 |
| CPA | 11 | 5.446 |
| Off.1 | 11 | 5.446 |
| TklMid 3rd | 11 | 5.446 |
| PKcon | 11 | 5.446 |
| Sh blk | 11 | 5.446 |
| Tkl | 11 | 5.446 |
| TklW | 11 | 5.446 |
Columns with missing values: 169. Top 10:
| missing_count | missing_percent | |
|---|---|---|
| Mn/Start | 50 | 22.321429 |
| G/SoT | 47 | 20.982143 |
| Tkl% chl | 42 | 18.750000 |
| Won% | 40 | 17.857143 |
| G/Sh | 39 | 17.410714 |
| npxG/Sh | 39 | 17.410714 |
| SoT% | 39 | 17.410714 |
| Dist | 39 | 17.410714 |
| LP.Cmp% | 38 | 16.964286 |
| TO Succ% | 33 | 14.732143 |
Features with strong skewness (|skew| > 1):
| mean | std | min | 25% | 50% | 75% | max | skew | |
|---|---|---|---|---|---|---|---|---|
| 2CrdY | 0.004950 | 0.070360 | 0.00 | 0.0000 | 0.000 | 0.0000 | 1.00 | 14.2127 |
| OG | 0.014851 | 0.121259 | 0.00 | 0.0000 | 0.000 | 0.0000 | 1.00 | 8.0819 |
| pn.xAG | 0.142178 | 0.162439 | 0.00 | 0.0600 | 0.120 | 0.1900 | 1.95 | 7.1379 |
| CrdR | 0.019802 | 0.139665 | 0.00 | 0.0000 | 0.000 | 0.0000 | 1.00 | 6.9452 |
| CrdR.1 | 0.019802 | 0.139665 | 0.00 | 0.0000 | 0.000 | 0.0000 | 1.00 | 6.9452 |
| PK.1 | 0.287129 | 0.939319 | 0.00 | 0.0000 | 0.000 | 0.0000 | 7.00 | 4.5621 |
| PK | 0.287129 | 0.939319 | 0.00 | 0.0000 | 0.000 | 0.0000 | 7.00 | 4.5621 |
| OutCK | 2.158416 | 6.535373 | 0.00 | 0.0000 | 0.000 | 0.0000 | 46.00 | 4.2482 |
| PKatt | 0.386139 | 1.180019 | 0.00 | 0.0000 | 0.000 | 0.0000 | 8.00 | 4.2207 |
| PKatt.1 | 0.386139 | 1.180019 | 0.00 | 0.0000 | 0.000 | 0.0000 | 8.00 | 4.2207 |
| StrCK | 0.207921 | 0.695641 | 0.00 | 0.0000 | 0.000 | 0.0000 | 5.00 | 4.0827 |
| FK | 0.737624 | 1.998873 | 0.00 | 0.0000 | 0.000 | 0.0000 | 14.00 | 4.0058 |
| Err sht | 0.084158 | 0.312025 | 0.00 | 0.0000 | 0.000 | 0.0000 | 2.00 | 3.9597 |
| PKcon | 0.054455 | 0.227478 | 0.00 | 0.0000 | 0.000 | 0.0000 | 1.00 | 3.9564 |
| Sw | 2.504950 | 4.117971 | 0.00 | 0.0000 | 1.000 | 3.0000 | 36.00 | 3.8508 |
| InCK | 4.767327 | 12.571005 | 0.00 | 0.0000 | 0.000 | 2.0000 | 85.00 | 3.7970 |
| FK.1 | 4.980198 | 12.032692 | 0.00 | 0.0000 | 0.000 | 3.0000 | 70.00 | 3.5859 |
| TB | 2.846535 | 4.076533 | 0.00 | 0.0000 | 1.500 | 4.0000 | 35.00 | 3.4995 |
| GCA.P.Dead | 0.232673 | 0.705573 | 0.00 | 0.0000 | 0.000 | 0.0000 | 4.00 | 3.4992 |
| GCA_def | 0.069307 | 0.254606 | 0.00 | 0.0000 | 0.000 | 0.0000 | 1.00 | 3.4170 |
| SCA.P.Dead | 2.881188 | 6.905600 | 0.00 | 0.0000 | 0.000 | 2.0000 | 37.00 | 3.1269 |
| CK | 9.158416 | 21.210029 | 0.00 | 0.0000 | 0.000 | 4.0000 | 127.00 | 3.0734 |
| Gls | 3.638614 | 5.045376 | 0.00 | 0.0000 | 2.000 | 5.0000 | 36.00 | 2.8470 |
| Gls.1 | 3.638614 | 5.045376 | 0.00 | 0.0000 | 2.000 | 5.0000 | 36.00 | 2.8470 |
| pn.npxG+xAG.1 | 0.381634 | 0.234571 | 0.00 | 0.2525 | 0.360 | 0.4900 | 2.27 | 2.7364 |
| Dead.P | 25.534653 | 38.919886 | 0.00 | 2.0000 | 10.000 | 29.7500 | 229.00 | 2.6031 |
| Crs | 27.272277 | 41.455486 | 0.00 | 3.0000 | 10.500 | 34.0000 | 242.00 | 2.5607 |
| Crs.1 | 27.272277 | 41.455486 | 0.00 | 3.0000 | 10.500 | 34.0000 | 242.00 | 2.5607 |
| ThrI | 5.034653 | 7.664208 | 0.00 | 0.0000 | 2.000 | 7.0000 | 48.00 | 2.5308 |
| LP.Cmp | 20.000000 | 27.120333 | 0.00 | 3.0000 | 9.000 | 25.0000 | 181.00 | 2.5163 |
| GCA_fld | 0.371287 | 0.750302 | 0.00 | 0.0000 | 0.000 | 1.0000 | 4.00 | 2.4819 |
| LP.Att | 38.980198 | 53.970967 | 0.00 | 6.0000 | 18.000 | 49.7500 | 331.00 | 2.4611 |
| pn.xG+xAG | 0.395495 | 0.244880 | 0.00 | 0.2600 | 0.365 | 0.5000 | 2.27 | 2.4607 |
| pn.Ast | 0.128861 | 0.169598 | 0.00 | 0.0000 | 0.080 | 0.2075 | 1.05 | 2.4522 |
| PKwon | 0.257426 | 0.566976 | 0.00 | 0.0000 | 0.000 | 0.0000 | 3.00 | 2.4442 |
| G-PK | 3.351485 | 4.407165 | 0.00 | 0.0000 | 2.000 | 5.0000 | 29.00 | 2.4134 |
| Int.1 | 5.900990 | 7.452009 | 0.00 | 1.0000 | 4.000 | 7.0000 | 48.00 | 2.3574 |
| Int | 5.900990 | 7.452009 | 0.00 | 1.0000 | 4.000 | 7.0000 | 48.00 | 2.3574 |
| xG.1 | 3.715347 | 4.396087 | 0.00 | 0.8000 | 2.200 | 5.4500 | 28.40 | 2.3422 |
| xG | 3.715347 | 4.396087 | 0.00 | 0.8000 | 2.200 | 5.4500 | 28.40 | 2.3422 |
| GCA_sh | 0.490099 | 0.910088 | 0.00 | 0.0000 | 0.000 | 1.0000 | 5.00 | 2.3095 |
| GCA_TO | 0.500000 | 0.893592 | 0.00 | 0.0000 | 0.000 | 1.0000 | 5.00 | 2.3028 |
| P.F.1/3 | 21.089109 | 24.924802 | 0.00 | 4.0000 | 12.000 | 29.0000 | 148.00 | 2.2722 |
| Won | 14.400990 | 18.658561 | 0.00 | 2.0000 | 8.000 | 18.7500 | 109.00 | 2.2462 |
| PrgDist | 1109.277228 | 1310.033482 | 0.00 | 234.7500 | 600.000 | 1607.2500 | 8933.00 | 2.2324 |
| CrsPA | 2.455446 | 3.721725 | 0.00 | 0.0000 | 1.000 | 3.0000 | 21.00 | 2.2284 |
| G+A | 5.589109 | 6.727421 | 0.00 | 1.0000 | 3.000 | 9.0000 | 44.00 | 2.1518 |
| xAG.1 | 2.038614 | 2.391193 | 0.00 | 0.4000 | 1.100 | 2.9000 | 16.70 | 2.1229 |
| xAG | 2.038614 | 2.391193 | 0.00 | 0.4000 | 1.100 | 2.9000 | 16.70 | 2.1229 |
| Sh/90 | 2.070446 | 1.222393 | 0.00 | 1.4625 | 2.015 | 2.6000 | 11.25 | 2.0983 |
| Off | 1.886139 | 2.553294 | 0.00 | 0.0000 | 1.000 | 3.0000 | 16.00 | 2.0500 |
| GCA90 | 0.307871 | 0.307969 | 0.00 | 0.0000 | 0.270 | 0.4700 | 2.12 | 2.0426 |
| TklAtt 3rd | 3.886139 | 4.297622 | 0.00 | 1.0000 | 3.000 | 5.0000 | 26.00 | 2.0247 |
| npxG | 3.413861 | 3.765252 | 0.00 | 0.8000 | 2.200 | 4.8750 | 23.00 | 2.0171 |
| npxG.1 | 3.413861 | 3.765252 | 0.00 | 0.8000 | 2.200 | 4.8750 | 23.00 | 2.0171 |
| Compl MP | 4.736607 | 7.630908 | 0.00 | 0.0000 | 1.000 | 7.0000 | 35.00 | 2.0010 |
| CPA | 13.905941 | 16.650820 | 0.00 | 2.0000 | 8.500 | 19.7500 | 87.00 | 1.9937 |
| Def Pen tch | 13.514851 | 14.888717 | 0.00 | 3.0000 | 9.000 | 18.0000 | 76.00 | 1.9057 |
| Clr | 9.094059 | 10.449883 | 0.00 | 2.0000 | 6.000 | 12.0000 | 58.00 | 1.8853 |
| TklDef 3rd | 6.207921 | 7.433709 | 0.00 | 1.0000 | 4.000 | 8.0000 | 37.00 | 1.8600 |
| KP | 17.138614 | 18.644637 | 0.00 | 4.0000 | 11.000 | 24.0000 | 119.00 | 1.8502 |
| PPA | 13.500000 | 15.696198 | 0.00 | 2.0000 | 8.000 | 19.0000 | 89.00 | 1.8433 |
| SCA_fld | 2.544554 | 3.206103 | 0.00 | 0.0000 | 1.500 | 4.0000 | 17.00 | 1.8181 |
| Sh blk | 1.440594 | 1.994753 | 0.00 | 0.0000 | 1.000 | 2.0000 | 9.00 | 1.8072 |
| Off.1 | 4.851485 | 5.743932 | 0.00 | 1.0000 | 3.000 | 7.0000 | 29.00 | 1.7741 |
| pn.PrgP | 39.470297 | 43.161868 | 0.00 | 8.2500 | 24.000 | 57.7500 | 263.00 | 1.7694 |
| PrgP | 39.470297 | 43.161868 | 0.00 | 8.2500 | 24.000 | 57.7500 | 263.00 | 1.7694 |
| SoT/90 | 0.731485 | 0.548603 | 0.00 | 0.4100 | 0.650 | 0.9975 | 3.60 | 1.7561 |
| Def 3rd tch | 70.702970 | 73.273976 | 0.00 | 22.0000 | 45.000 | 102.0000 | 386.00 | 1.7491 |
| xA | 1.579208 | 1.800736 | 0.00 | 0.3000 | 0.900 | 2.3500 | 10.70 | 1.7266 |
| GCA.P.Live | 3.074257 | 3.660931 | 0.00 | 0.0000 | 2.000 | 5.0000 | 20.00 | 1.7251 |
| Ast.1 | 1.950495 | 2.528942 | 0.00 | 0.0000 | 1.000 | 3.0000 | 12.00 | 1.7245 |
| Ast | 1.950495 | 2.528942 | 0.00 | 0.0000 | 1.000 | 3.0000 | 12.00 | 1.7245 |
| unSub | 4.111607 | 4.903650 | 0.00 | 0.0000 | 2.000 | 6.0000 | 28.00 | 1.6773 |
| MP.Cmp | 88.816832 | 96.471072 | 0.00 | 21.2500 | 55.500 | 123.7500 | 495.00 | 1.6562 |
| Tkl+Int | 22.757426 | 23.470010 | 0.00 | 5.0000 | 16.000 | 31.5000 | 118.00 | 1.6356 |
| pn.PrgR | 86.727723 | 83.917160 | 0.00 | 21.0000 | 62.500 | 128.7500 | 520.00 | 1.6314 |
| Prg P.R | 86.727723 | 83.917160 | 0.00 | 21.0000 | 62.500 | 128.7500 | 520.00 | 1.6314 |
| Tkl chl | 6.509901 | 6.928376 | 0.00 | 1.0000 | 4.500 | 9.0000 | 34.00 | 1.6301 |
| TotDist | 4356.490099 | 4588.941913 | 0.00 | 1111.2500 | 2895.500 | 5943.2500 | 25425.00 | 1.6163 |
| pn.G+A-PK | 0.331832 | 0.288982 | 0.00 | 0.1100 | 0.310 | 0.4875 | 2.12 | 1.5995 |
| Lost | 23.440594 | 24.966623 | 0.00 | 5.0000 | 14.000 | 31.7500 | 117.00 | 1.5835 |
| Fld | 18.014851 | 18.253733 | 0.00 | 4.2500 | 13.500 | 25.0000 | 90.00 | 1.5722 |
| TklMid 3rd | 6.762376 | 7.107768 | 0.00 | 1.0000 | 5.000 | 9.0000 | 35.00 | 1.5673 |
| TklW | 9.777228 | 10.081009 | 0.00 | 2.0000 | 7.000 | 14.0000 | 49.00 | 1.5654 |
| TklW.1 | 9.777228 | 10.081009 | 0.00 | 2.0000 | 7.000 | 14.0000 | 49.00 | 1.5654 |
| SoT | 10.480198 | 10.901280 | 0.00 | 2.0000 | 7.500 | 15.0000 | 54.00 | 1.5582 |
| SCA_def | 0.495050 | 0.767807 | 0.00 | 0.0000 | 0.000 | 1.0000 | 3.00 | 1.5487 |
| pn.G+A | 0.344406 | 0.301125 | 0.00 | 0.1125 | 0.320 | 0.4975 | 2.12 | 1.5355 |
| CrdY | 1.861386 | 2.167281 | 0.00 | 0.0000 | 1.000 | 3.0000 | 12.00 | 1.5278 |
| CrdY.1 | 1.861386 | 2.167281 | 0.00 | 0.0000 | 1.000 | 3.0000 | 12.00 | 1.5278 |
| MP.Att | 116.232673 | 120.171438 | 0.00 | 27.2500 | 74.500 | 166.2500 | 633.00 | 1.5251 |
| pn.npxG+xAG | 5.451485 | 5.546154 | 0.00 | 1.3000 | 4.000 | 8.0750 | 28.30 | 1.5096 |
| SCA.P.Live | 26.752475 | 26.585039 | 0.00 | 5.0000 | 18.000 | 39.7500 | 164.00 | 1.4770 |
| Tkl | 16.856436 | 16.778456 | 0.00 | 4.0000 | 12.500 | 24.7500 | 70.00 | 1.4683 |
| pn.Gls | 0.215446 | 0.226206 | 0.00 | 0.0000 | 0.170 | 0.3100 | 1.27 | 1.4664 |
| Att Pen tch | 55.267327 | 53.209787 | 0.00 | 13.2500 | 43.500 | 82.5000 | 301.00 | 1.4553 |
| GCA | 4.737624 | 5.336020 | 0.00 | 0.0000 | 3.000 | 7.0000 | 28.00 | 1.4535 |
| pn.G-PK | 0.202970 | 0.210593 | 0.00 | 0.0000 | 0.160 | 0.3075 | 1.27 | 1.4274 |
| SCA_TO | 3.326733 | 3.876473 | 0.00 | 0.0000 | 2.000 | 5.0000 | 19.00 | 1.3987 |
| SCA | 39.202970 | 38.967692 | 0.00 | 8.0000 | 26.000 | 57.0000 | 219.00 | 1.3812 |
| TP.Cmp | 295.732673 | 291.708585 | 0.00 | 75.0000 | 194.000 | 418.2500 | 1498.00 | 1.3616 |
| P.Cmp | 295.732673 | 291.708585 | 0.00 | 75.0000 | 194.000 | 418.2500 | 1498.00 | 1.3616 |
| pn.PrgC | 33.183168 | 34.489037 | 0.00 | 6.2500 | 20.000 | 48.7500 | 179.00 | 1.3383 |
| PrgC | 33.183168 | 34.489037 | 0.00 | 6.2500 | 20.000 | 48.7500 | 179.00 | 1.3383 |
| Att.1 | 401.465347 | 382.798040 | 0.00 | 106.2500 | 274.500 | 566.0000 | 2030.00 | 1.2763 |
| Att | 401.465347 | 382.798040 | 0.00 | 106.2500 | 274.500 | 566.0000 | 2030.00 | 1.2763 |
| onG | 18.400990 | 17.750695 | 0.00 | 5.0000 | 12.500 | 29.0000 | 84.00 | 1.2679 |
| Att chl | 17.509901 | 17.063312 | 0.00 | 4.0000 | 12.000 | 26.7500 | 74.00 | 1.2647 |
| Recov | 53.792079 | 50.272554 | 0.00 | 16.2500 | 38.000 | 81.7500 | 259.00 | 1.2578 |
| Blocks | 14.153465 | 13.563237 | 0.00 | 3.2500 | 10.000 | 21.7500 | 65.00 | 1.2524 |
| Sh | 28.148515 | 26.513635 | 0.00 | 7.0000 | 22.500 | 41.0000 | 124.00 | 1.2521 |
| Live.P | 374.044554 | 351.818676 | 0.00 | 102.0000 | 260.500 | 552.5000 | 1838.00 | 1.2435 |
| PrgDist Car | 958.465347 | 966.120514 | 0.00 | 221.7500 | 650.500 | 1462.7500 | 4563.00 | 1.2339 |
| Lost chl | 11.000000 | 10.782333 | 0.00 | 2.0000 | 7.000 | 16.7500 | 53.00 | 1.2172 |
| SP.Cmp | 172.014851 | 163.500345 | 0.00 | 47.0000 | 118.500 | 256.7500 | 767.00 | 1.2147 |
| GS-GA | 0.079208 | 12.502484 | -24.00 | -5.7500 | -1.000 | 5.0000 | 58.00 | 1.2029 |
| Att 3rd tch | 269.925743 | 250.600869 | 0.00 | 69.7500 | 197.500 | 391.7500 | 1270.00 | 1.1998 |
| Blocks.1 | 13.163366 | 11.937151 | 0.00 | 4.0000 | 10.000 | 19.7500 | 52.00 | 1.1957 |
| Pass blk | 11.722772 | 10.769054 | 0.00 | 3.0000 | 9.000 | 18.0000 | 45.00 | 1.1885 |
| SCA_sh | 3.202970 | 3.390562 | 0.00 | 0.0000 | 2.000 | 5.0000 | 14.00 | 1.1835 |
| Mid 3rd tch | 224.960396 | 204.900992 | 0.00 | 62.2500 | 171.000 | 360.7500 | 966.00 | 1.1791 |
| F.1/3 Car | 21.099010 | 21.119892 | 0.00 | 5.0000 | 13.000 | 33.0000 | 93.00 | 1.1590 |
| G-xG | -0.076733 | 1.832027 | -4.60 | -0.9000 | -0.100 | 0.5000 | 8.60 | 1.1452 |
| xGS-xGA | 0.201485 | 9.461730 | -20.90 | -4.4750 | -0.500 | 2.5750 | 42.60 | 1.1446 |
| Dispos | 21.064356 | 19.121263 | 0.00 | 5.0000 | 16.500 | 30.0000 | 83.00 | 1.1193 |
| TotDist Car | 2027.777228 | 1954.701292 | 0.00 | 484.7500 | 1411.000 | 3114.5000 | 8506.00 | 1.1069 |
| SP.Att | 206.054455 | 188.403140 | 0.00 | 59.0000 | 145.500 | 300.7500 | 897.00 | 1.1043 |
| SoT% | 35.803243 | 16.213651 | 0.00 | 27.3000 | 34.800 | 43.5000 | 100.00 | 1.0784 |
| TO Tkld | 18.252475 | 17.835361 | 0.00 | 3.2500 | 13.000 | 28.7500 | 73.00 | 1.0713 |
| TO Succ | 17.405941 | 17.296178 | 0.00 | 3.0000 | 12.000 | 27.0000 | 71.00 | 1.0646 |
| Carries | 335.123762 | 306.579800 | 0.00 | 87.0000 | 232.500 | 496.0000 | 1385.00 | 1.0252 |
| G/Sh | 0.100541 | 0.086626 | 0.00 | 0.0300 | 0.100 | 0.1400 | 0.50 | 1.0201 |
| Live tch | 556.594059 | 496.758952 | 0.00 | 152.2500 | 416.000 | 882.7500 | 2406.00 | 1.0143 |
| Touches | 556.985149 | 497.142676 | 0.00 | 152.2500 | 416.000 | 882.7500 | 2408.00 | 1.0140 |
| TO Att | 40.940594 | 39.495531 | 0.00 | 8.0000 | 29.500 | 64.0000 | 164.00 | 1.0129 |
| np:G-xG | -0.062376 | 1.785255 | -4.80 | -0.9000 | -0.100 | 0.5000 | 8.30 | 1.0098 |
| P.Rec | 393.500000 | 352.740984 | 0.00 | 110.5000 | 287.000 | 595.0000 | 1689.00 | 1.0096 |
| G On-Off | -0.006287 | 1.320431 | -8.03 | -0.5725 | 0.120 | 0.5200 | 6.21 | -1.4143 |
| GS-GA/90 | -0.164257 | 1.229541 | -7.50 | -0.7275 | -0.140 | 0.4500 | 2.97 | -1.7912 |
| MP.Cmp% | 74.318041 | 14.177101 | 0.00 | 67.6750 | 76.350 | 82.6500 | 100.00 | -1.8034 |
| sGS-sGA/90 | -0.239010 | 1.530998 | -16.32 | -0.5800 | -0.115 | 0.4375 | 2.78 | -6.3871 |
| xG On-Off | -0.157277 | 1.523525 | -16.93 | -0.3700 | 0.015 | 0.4300 | 2.09 | -7.3110 |
Top columns by outlier counts (IQR method):
| column | outlier_count | outlier_percent |
|---|---|---|
| OutCK | 48 | 23.762 |
| FK | 47 | 23.267 |
| PKwon | 41 | 20.297 |
| CK | 39 | 19.307 |
| InCK | 36 | 17.822 |
| FK.1 | 35 | 17.327 |
| PKatt.1 | 32 | 15.842 |
| PKatt | 32 | 15.842 |
| PK.1 | 28 | 13.861 |
| PK | 28 | 13.861 |
| row | col | abs_corr |
|---|---|---|
| 90s | Min/90 | 1.000000 |
| Min% | Min/90 | 0.999995 |
| Starts | Min% | 0.993231 |
| 90s | Starts | 0.993206 |
| MP | 90s | 0.906009 |
| MP | Min% | 0.905915 |
| Starts | Min/MP | 0.886849 |
| Starts | MP | 0.885538 |
| Min% | Min/MP | 0.878528 |
| Min/MP | 90s | 0.878483 |
| row | col | abs_corr |
|---|---|---|
| Lost chl | Att chl | 0.976759 |
| TklW | Tkl | 0.976400 |
| Tkl chl | Tkl | 0.945563 |
| Tkl chl | Att chl | 0.942727 |
| Tkl | TklMid 3rd | 0.931682 |
| Tkl | Att chl | 0.931381 |
| Tkl chl | TklW | 0.928206 |
| Tkl | TklDef 3rd | 0.917474 |
| Dispos | Miscntrl | 0.911999 |
| TklW | TklDef 3rd | 0.911408 |
| row | col | abs_corr |
|---|---|---|
| Tkl+Int | Tkl | 0.986344 |
| TklW | Tkl | 0.976400 |
| TklW | Tkl+Int | 0.964973 |
| Def Pen tch | Clr | 0.952149 |
| Def 3rd tch | Tkl+Int | 0.937048 |
| Int | Tkl+Int | 0.928701 |
| Def 3rd tch | Tkl | 0.915655 |
| Def 3rd tch | TklW | 0.894512 |
| Pass blk | Tkl+Int | 0.894449 |
| Def 3rd tch | Int | 0.889592 |
| row | col | abs_corr |
|---|---|---|
| Att chl | Tkl chl | 0.942727 |
| Won | Lost | 0.879512 |
| CrdY | Fls | 0.764996 |
| Lost | Fls | 0.736317 |
| Att chl | Fls | 0.700572 |
| Fls | Won | 0.677257 |
| Tkl chl | Fls | 0.659001 |
| Att chl | CrdY | 0.556730 |
| CrdY | Tkl chl | 0.547445 |
| Lost | CrdY | 0.534324 |
| row | col | abs_corr |
|---|---|---|
| PrgP | pn.PrgP | 1.000000 |
| npxG | xG | 0.986318 |
| SoT | Sh | 0.964094 |
| xA | xAG | 0.961472 |
| KP | xAG | 0.961026 |
| P.F.1/3 | PrgP | 0.948045 |
| KP | xA | 0.944830 |
| npxG | SoT | 0.939565 |
| Gls | xG | 0.933842 |
| SoT | xG | 0.930817 |
| row | col | abs_corr |
|---|---|---|
| Gls | G-PK | 0.989319 |
| xG | npxG | 0.986318 |
| PKatt | PK | 0.940809 |
| Gls | xG | 0.933842 |
| G-PK | npxG | 0.916383 |
| npxG | Gls | 0.916089 |
| xG | G-PK | 0.913842 |
| xG | PKatt | 0.741649 |
| Gls | PK | 0.729554 |
| xG | PK | 0.728329 |
| row | col | abs_corr |
|---|---|---|
| MP.Att | TotDist | 0.993634 |
| PrgDist Car | TotDist Car | 0.989247 |
| F.1/3 Car | PrgDist Car | 0.980538 |
| PrgDist Car | PrgC | 0.975044 |
| F.1/3 Car | TotDist Car | 0.970442 |
| PrgP | PrgDist | 0.963716 |
| TotDist Car | PrgC | 0.962673 |
| SP.Att | TotDist | 0.958761 |
| TotDist | PrgDist | 0.958309 |
| MP.Att | PrgDist | 0.956456 |
| row | col | abs_corr |
|---|---|---|
| SCA | SCA.P.Live | 0.978186 |
| SCA | KP | 0.973760 |
| xAG | xA | 0.961472 |
| xAG | KP | 0.961026 |
| SCA.P.Live | KP | 0.958914 |
| KP | xA | 0.944830 |
| SCA | xA | 0.940208 |
| SCA.P.Dead | CK | 0.938714 |
| SCA | xAG | 0.936290 |
| CK | InCK | 0.930337 |
| row | col | abs_corr |
|---|---|---|
| pn.G+A-PK | pn.G+A | 0.991944 |
| G+A | pn.npxG+xAG | 0.931809 |
| onG | pn.npxG+xAG | 0.912329 |
| G+A | onG | 0.894286 |
| onGA | pn.npxG+xAG | 0.739411 |
| onG | onGA | 0.725703 |
| G+A | pn.G+A | 0.665043 |
| G+A | onGA | 0.662119 |
| pn.G+A-PK | G+A | 0.621786 |
| pn.npxG+xAG | pn.G+A | 0.540655 |
| row | col | abs_corr |
|---|---|---|
| Live tch | Mid 3rd tch | 0.969008 |
| Live tch | TotDist | 0.964686 |
| Att 3rd tch | Live tch | 0.958126 |
| PrgP | TotDist | 0.950335 |
| TotDist | Mid 3rd tch | 0.947008 |
| Mid 3rd tch | PrgP | 0.932233 |
| PrgP | Live tch | 0.928746 |
| Dead.P | CK | 0.919560 |
| PrgC | Att 3rd tch | 0.916386 |
| TO Att | PrgC | 0.914218 |
| row | col | abs_corr |
|---|---|---|
| Starts | Min% | 0.993231 |
| Min% | Compl MP | 0.873425 |
| Starts | Compl MP | 0.860344 |
| Starts | PKcon | 0.174003 |
| PKcon | Min% | 0.166689 |
| PKcon | OG | 0.150899 |
| Min% | Err sht | 0.138547 |
| Starts | Err sht | 0.135705 |
| Compl MP | PKcon | 0.134072 |
| Err sht | Compl MP | 0.100754 |
| row | col | abs_corr |
|---|---|---|
| Miscntrl | Dispos | 0.911999 |
| Blocks | Pass blk | 0.831222 |
| Blocks | Dispos | 0.803206 |
| Blocks | Crs | 0.785404 |
| Blocks | Miscntrl | 0.760096 |
| Dispos | Pass blk | 0.753926 |
| Pass blk | Miscntrl | 0.723663 |
| Crs | Pass blk | 0.661683 |
| Crs | Dispos | 0.579301 |
| Miscntrl | Crs | 0.525825 |
| row | col | abs_corr |
|---|---|---|
| onGA | 90s | 0.922599 |
| 90s | pn.PrgP | 0.822322 |
| 90s | pn.PrgC | 0.810288 |
| pn.PrgC | pn.PrgP | 0.744210 |
| pn.PrgP | onGA | 0.713083 |
| onGA | pn.PrgC | 0.712154 |
| pn.Gls | 90s | 0.359236 |
| pn.Gls | onGA | 0.278128 |
| pn.Gls | pn.PrgC | 0.217169 |
| pn.Gls | pn.PrgP | 0.215654 |
| row | col | abs_corr |
|---|---|---|
| Fls | CrdY | 0.764996 |
| Fld | Fls | 0.749810 |
| CrdY | Fld | 0.629096 |
| CrdR | 2CrdY | 0.496255 |
| 2CrdY | PKcon | 0.293915 |
| PKcon | Fls | 0.210510 |
| Fld | PKcon | 0.179527 |
| PKcon | CrdY | 0.176848 |
| CrdR | PKcon | 0.122485 |
| Fls | CrdR | 0.059548 |